Frontier AI. Open systems. We research and build agents, tools, and infrastructures (web2 - web3)
Joined April 2026
- Tweets84
- Following10
- Followers56
- Likes163
MajorLabs retweeted
We used @near_ai Cloud to red-team our own product (@thecluemarket) before submitting Clue to the @NEARProtocol Hackathon, and it's worth sharing how that went.
We gave an uncensored model on NEAR AI Cloud one job: break Clue. It wrote the attacks itself, and we ran every one against a copy of our real code, judging only by what actually got through, not by what the model claimed.
It went after the places that matter most now that Clue works from your AI agent: how an agent connects to your account, how trades get approved, the budget an agent trades within, and our research pipeline, where it tried to slip planted links into answers.
Most of it held. Agents couldn't approve their own trades, raise a budget, or reach anyone else's data.
But it found two subtle ways an app could look more trustworthy than it is when asking to connect. Neither was something we'd have spotted by reading our own code. We fixed both the same day, added tests, and wrote it all up in our security review.
What stood out is how practical this is. Having a model that will genuinely try to break your product, running on infrastructure you already build on, turned security from something we'd get to later into something we did before shipping.
Thanks to @ilblackdragon and the NEAR AI team for making this available.
More @NearBuilders should be doing this
Here is our product: oncluemarket.xyz
#NEARHackathon
Hack Your Own Code With Private Uncensored AI xitter.cf/i/broadcasts/2OdWNpnkOβ¦
MajorLabs retweeted
Checking in on my Yes call on "Will France win on 2026-11-12?". I got in at 49Β’ and it is at 51.5Β’ now.
That is $0.04 up on $1.54 so far. Still open, so it can go either way.
Follow it here: oncluemarket.xyz/#/event/unlβ¦
This was placed on @thecluemarket prediction market platform on @NEARProtocol for the #NEARHackathon built by @MisssRegal and @themajorlabs team
just tested the MCP integration built by @MisssRegal and team for Clue for the @NEARProtocol hackathon
I connected Clue to Claude and tested what it can do, from checking my portfolio balance to researching a market and preparing a trade.
I asked Claude to buy YES on "Will France win on 2026-11-12?"
It prepared a $1.50 trade, sent it to Clue for my approval, and the order successfully filled.
I got 3.06 shares at around 49Β’.
Checking in now, the position is worth $1.48, putting me $0.05 down so far.
The market is still open, so let's see how this plays out.
Follow my call here: oncluemarket.xyz/#/event/unlβ¦
Things like this are what i think @ilblackdragon would love to see on Near
You have a take on what happens next, but checking it means ten tabs of news, a prediction market in another window, and no record of what you actually thought.
We built @thecluemarket at NEAR HACKATHON to put all of that in one place.
Ask any question, like "Will Bitcoin be above $74,000 tomorrow?", and Clue finds the live market for it, with the price, the chart and the exact rules it settles on.
Tap research and @near_ai Cloud reads the latest sources and comes back with a short answer: the evidence for, the evidence against, what to watch, and how sure it is, with every claim linked to where it came from.
Then you make your own call. You set your chance, write why, and say what would change your mind, and your Journal keeps it next to the market and scores it when the market settles, so over time you learn how good your calls really are.
When you want to back your view, you trade right there on @Polymarket liquidity and see exactly what you could win or lose before you place it.
Every trade becomes a card you can post here on X, and anyone who scans it lands on the same market, so they can trade alongside you.
And now Clue works from your AI agent.
Add Clue to Claude, ChatGPT or any AI agent app that supports connectors:
Connecting takes one step.
-> Login your Cluemarket account at: oncluemarket.xyz
-> Then Go to your AI agent (Claude, Chatgpt, Cursor, Grok), and Visit connectors
-> Add oncluemarket.xyz/api/mcp as a connector, sign in, and approve (select to trade).
Your agent can check live markets, research them, save your calls, read your portfolio, tell you what changed since each call and how your record compares with the market, and drop a PnL card right into the chat.
Your agent can trade for you too. It prepares the trade, you approve it in Clue, and the order goes from your own device.
Tell it your budget in your own words, confirm it once, and trades inside it go through on their own. Your agent can lower that budget or pause it, but only you can raise it.
Here's what NEAR does in Clue:
@near_ai Cloud runs the research, searching the web and writing the answer.
@near_intents is how money gets in. You send USDC on $NEAR or any of 13 coins across NEAR, Base, Ethereum, Arbitrum, Solana and Optimism, NEAR Intents swaps it into USDC and delivers it straight to your trading account, and the deposit stays on screen until it lands.
@out_layer agent wallets on NEAR let an agent act on its own. The keys stay in secure hardware, you set the limits, and Clue checks every order against them and the live price before anything is signed.
Sign in with email, Google, an Ethereum wallet or your NEAR wallet, on desktop or your phone
Try it: oncluemarket.xyz
Connect your AI agent: oncluemarket.xyz/api/mcp
Repo: github.com/majorlabs/cluemarβ¦
Thanks to @ilblackdragon, @avichal, @kain, @hosseeb for this opportunity, and everyone at @NEARProtocol @NearBuilders @NEARLegion @NEARDevHub
#NEARHACKATHON
13
MajorLabs retweeted
You have a take on what happens next, but checking it means ten tabs of news, a prediction market in another window, and no record of what you actually thought.
We built @thecluemarket at NEAR HACKATHON to put all of that in one place.
Ask any question, like "Will Bitcoin be above $74,000 tomorrow?", and Clue finds the live market for it, with the price, the chart and the exact rules it settles on.
Tap research and @near_ai Cloud reads the latest sources and comes back with a short answer: the evidence for, the evidence against, what to watch, and how sure it is, with every claim linked to where it came from.
Then you make your own call. You set your chance, write why, and say what would change your mind, and your Journal keeps it next to the market and scores it when the market settles, so over time you learn how good your calls really are.
When you want to back your view, you trade right there on @Polymarket liquidity and see exactly what you could win or lose before you place it.
Every trade becomes a card you can post here on X, and anyone who scans it lands on the same market, so they can trade alongside you.
And now Clue works from your AI agent.
Add Clue to Claude, ChatGPT or any AI agent app that supports connectors:
Connecting takes one step.
-> Login your Cluemarket account at: oncluemarket.xyz
-> Then Go to your AI agent (Claude, Chatgpt, Cursor, Grok), and Visit connectors
-> Add oncluemarket.xyz/api/mcp as a connector, sign in, and approve (select to trade).
Your agent can check live markets, research them, save your calls, read your portfolio, tell you what changed since each call and how your record compares with the market, and drop a PnL card right into the chat.
Your agent can trade for you too. It prepares the trade, you approve it in Clue, and the order goes from your own device.
Tell it your budget in your own words, confirm it once, and trades inside it go through on their own. Your agent can lower that budget or pause it, but only you can raise it.
Here's what NEAR does in Clue:
@near_ai Cloud runs the research, searching the web and writing the answer.
@near_intents is how money gets in. You send USDC on $NEAR or any of 13 coins across NEAR, Base, Ethereum, Arbitrum, Solana and Optimism, NEAR Intents swaps it into USDC and delivers it straight to your trading account, and the deposit stays on screen until it lands.
@out_layer agent wallets on NEAR let an agent act on its own. The keys stay in secure hardware, you set the limits, and Clue checks every order against them and the live price before anything is signed.
Sign in with email, Google, an Ethereum wallet or your NEAR wallet, on desktop or your phone
Try it: oncluemarket.xyz
Connect your AI agent: oncluemarket.xyz/api/mcp
Repo: github.com/majorlabs/cluemarβ¦
Thanks to @ilblackdragon, @avichal, @kain, @hosseeb for this opportunity, and everyone at @NEARProtocol @NearBuilders @NEARLegion @NEARDevHub
#NEARHACKATHON
MajorLabs retweeted
The @NEARProtocol community would love this.
Before our official submission, we did something you'd love to use
-> @thecluemarket MCP is now live
Users can now connect Clue to "Claude, ChatGPT or any AI agent" that supports connectors, and your Agent can find live prediction markets (powered by @Polymarket) and research any of them with sources, using @near_ai Cloud
It saves your calls to your private Journal, checks your portfolio, and tells you what changed since each call and how your record stacks up against the market
Ask for a PnL card and it lands right in the chat, ready to post on X.
Your AI agent can also trade for you too. Tell it what you want, approve in one tap, and the order goes from your own device, as nothing moves without you.
For people who want an agent that acts on its own, Clue works with @out_layer agent wallets on NEAR. The keys stay in secure hardware, you set your own limits, and Clue checks every order against them and the live price before anything is signed.
Connecting takes one step.
-> Login your Cluemarket account at: oncluemarket.xyz/
-> Then Go to your AI agent (Claude, Chatgpt, Cursor, Grok), and Visit connectors
-> Add oncluemarket.xyz/api/mcp as a connector, sign in, and approve (select to trade)
Also, you can fund your Clue account through @near_intents from almost any chain, and you can sign in with email, Google, a wallet or your NEAR wallet
Research it, Make your call, Trade it, now from your AI agent with Clue
@NearBuilders @NEARFoundation @ilblackdragon
#NEARHackathon
You have a take on what happens next, but checking it means ten tabs of news, a prediction market in another window, and no record of what you actually thought.
We at @themajorlabs alongside @Datweb3guy built @thecluemarket at NEAR HACKATHON to put all of that in one place
Ask any question, like "Will Bitcoin be above $74,000 tomorrow?", and Clue finds the live market for it, with the price, the chart and the exact rules it settles on
Tap research and Near AI Cloud reads the latest sources and comes back with a short answer: the evidence for, the evidence against, what to watch, and how sure it is, with every claim linked to where it came from
Then you make your own call. You set your chance, write why, and say what would change your mind, and your Journal keeps it next to the market and scores it when the market settles, so over time you learn how good your calls really are.
When you want to back your view, you trade right there on @Polymarket liquidity and see exactly what you could win or lose before you place it.
Every trade becomes a card you can post here on X, and anyone who scans it lands on the same market, so they can trade alongside you.
Here's what @NEARProtocol does in Clue:
-> @near_ai Cloud runs the research, searching the web and writing the answer.
-> @near_intents is how money gets in.
You send $USDC on $NEAR or any of 13 coins across "NEAR, Base, Ethereum, Arbitrum, Solana and Optimism,"
NEAR Intents swaps it into USDC and delivers it straight to your trading account, and the deposit stays on screen until it lands.
You can also Sign in with email, Google, an Ethereum wallet or your NEAR wallet, on desktop or your phone
Try it: oncluemarket.xyz
Repo: github.com/majorlabs/cluemarβ¦
Which market would you research first? Tell us, and we'll run it
@NearBuilders @NEARLegion @NEARDevHub
Thanks to @ilblackdragon and team for this opportunity to build on Near
#NEARHackathon
MajorLabs retweeted
You have a take on what happens next, but checking it means ten tabs of news, a prediction market in another window, and no record of what you actually thought.
We at @themajorlabs alongside @Datweb3guy built @thecluemarket at NEAR HACKATHON to put all of that in one place
Ask any question, like "Will Bitcoin be above $74,000 tomorrow?", and Clue finds the live market for it, with the price, the chart and the exact rules it settles on
Tap research and Near AI Cloud reads the latest sources and comes back with a short answer: the evidence for, the evidence against, what to watch, and how sure it is, with every claim linked to where it came from
Then you make your own call. You set your chance, write why, and say what would change your mind, and your Journal keeps it next to the market and scores it when the market settles, so over time you learn how good your calls really are.
When you want to back your view, you trade right there on @Polymarket liquidity and see exactly what you could win or lose before you place it.
Every trade becomes a card you can post here on X, and anyone who scans it lands on the same market, so they can trade alongside you.
Here's what @NEARProtocol does in Clue:
-> @near_ai Cloud runs the research, searching the web and writing the answer.
-> @near_intents is how money gets in.
You send $USDC on $NEAR or any of 13 coins across "NEAR, Base, Ethereum, Arbitrum, Solana and Optimism,"
NEAR Intents swaps it into USDC and delivers it straight to your trading account, and the deposit stays on screen until it lands.
You can also Sign in with email, Google, an Ethereum wallet or your NEAR wallet, on desktop or your phone
Try it: oncluemarket.xyz
Repo: github.com/majorlabs/cluemarβ¦
Which market would you research first? Tell us, and we'll run it
@NearBuilders @NEARLegion @NEARDevHub
Thanks to @ilblackdragon and team for this opportunity to build on Near
#NEARHackathon
MajorLabs retweeted
Good morning
Greenlight is now live on the Hermes Marketplace, and it's merged into the Hermes plugin catalog.
We built it because AI agents are starting to move real money.
With Greenlight, Hermes can prepare an xStocks trade, but nothing is sent until you approve it. You see the price, the fees and a simple risk check first, and your wallet makes the final confirmation, so Greenlight never holds your keys.
Thank you to the @NousResearch team for the review
You can try it with no wallet at all. Install it with one command, then run /greenlight practice:
hermes plugins install greenlight
Marketplace: hermes-agent.nousresearch.coβ¦
Repo: github.com/Datwebguy/greenliβ¦
We're submitting Greenlight, built for the Hermes Agent Plugin Hackathon by @NousResearch
We built Greenlight because AI agents are starting to move real money, and an agent that can place a trade on its own is a lot of trust to hand over.
Greenlight is a safety step for xStocks trades. Hermes can prepare a trade, but nothing is sent until you say yes.
Here is what that looks like in practice:
Say you ask Hermes to buy $25 of $NVDAx Instead of just doing it, Hermes pulls a live quote and opens a window showing what you would pay, what you would get, the fee and a simple risk check
If you then tell it to go ahead, it can't, because the trade is waiting on you. Once you press Approve, Hermes gives you a link that opens the trade in your own wallet, where you make the final confirmation, and the whole decision is saved to your history
-> Here is how Hermes makes it work:
Hermes tools set up each trade and check it against the live xStocks service.
Hooks keep every trade behind your approval, which is why Hermes can't get a wallet link until you approve, and why a price that moves against you in the meantime makes Greenlight ask for a fresh quote instead of releasing a stale one
The Desktop plugin SDK powers the approval window, and a /greenlight command lets you decide from the terminal or a chat app as well. A bundled skill teaches Hermes to explain all of this in plain language.
Because your wallet makes the final confirmation, Greenlight never holds your keys or your money
If you want more guardrails, daily limits, per-trade limits and stock allowlists are there, and they stay off until you turn them on
We also tried to break our own gate. Our tests ask for a transaction before approval, forge a wallet link, approve a stale quote and reject in the middle of an approval, and every attempt is stopped
It's open source and ready to install today.
Try it with no wallet: /greenlight practice
Code: github.com/Datwebguy/greenliβ¦
Catalog PR: github.com/NousResearch/hermβ¦
#HermesAgent
MajorLabs retweeted
We're submitting Greenlight, built for the Hermes Agent Plugin Hackathon by @NousResearch
We built Greenlight because AI agents are starting to move real money, and an agent that can place a trade on its own is a lot of trust to hand over.
Greenlight is a safety step for xStocks trades. Hermes can prepare a trade, but nothing is sent until you say yes.
Here is what that looks like in practice:
Say you ask Hermes to buy $25 of $NVDAx Instead of just doing it, Hermes pulls a live quote and opens a window showing what you would pay, what you would get, the fee and a simple risk check
If you then tell it to go ahead, it can't, because the trade is waiting on you. Once you press Approve, Hermes gives you a link that opens the trade in your own wallet, where you make the final confirmation, and the whole decision is saved to your history
-> Here is how Hermes makes it work:
Hermes tools set up each trade and check it against the live xStocks service.
Hooks keep every trade behind your approval, which is why Hermes can't get a wallet link until you approve, and why a price that moves against you in the meantime makes Greenlight ask for a fresh quote instead of releasing a stale one
The Desktop plugin SDK powers the approval window, and a /greenlight command lets you decide from the terminal or a chat app as well. A bundled skill teaches Hermes to explain all of this in plain language.
Because your wallet makes the final confirmation, Greenlight never holds your keys or your money
If you want more guardrails, daily limits, per-trade limits and stock allowlists are there, and they stay off until you turn them on
We also tried to break our own gate. Our tests ask for a transaction before approval, forge a wallet link, approve a stale quote and reject in the middle of an approval, and every attempt is stopped
It's open source and ready to install today.
Try it with no wallet: /greenlight practice
Code: github.com/Datwebguy/greenliβ¦
Catalog PR: github.com/NousResearch/hermβ¦
#HermesAgent
MajorLabs retweeted
So today, we're submitting @scrimfinance, built at NEAR HACKATHON (@NEARProtocol)
We built Scrim because money on a blockchain is public by default. Anyone can see what you hold and who you pay. And now that AI agents are starting to pay for us, handing them money feels even riskier.
Scrim is a private money app for people, teams and AI agents
Here is how NEAR makes it work:
@near_intents is the core...
-> Your private balance lives on NEAR Intents, so the public chain never shows what you hold or who you pay. The same rails let you add money from more than 30 chains, swap, and pay anyone, all without bridges or gas coins on each chain
-> For agents, we gave each one its own key and limits: how much per payment, per day, who it may pay, and an end date. Agents connect over MCP, so Claude Code, Codex, Cursor or Gemini can ask to pay, and every request is checked before a person approves it.
-> With @out_layer from team @zacodil, an agent can also get its own wallet, with its key held in secure hardware, and pay by itself inside its limits.
-> NEAR AI Cloud from @near_ai runs our Ask feature, so you can ask questions about your own money and the answer is computed inside secure hardware and signed.
We also used NEAR AI Cloud to attack our own agent. A model with no refusals wrote fake invoices and urgent orders, and talked the agent into trying to pay six times, up to $4,900. The limits stopped every one.
You can sign in with a NEAR wallet, Google or email, and it's live today.
Try it: scrim.exchange
Code: github.com/Datwebguy/scrim
If you let an AI agent pay for you, what limit would you set first?
Thanks to @ilblackdragon, @avichal, @kain, @hosseeb for this opportunity , and everyone at @NearBuilders @NEARLegion @NEARDevHub
#NEARHackathon
MajorLabs retweeted
preparing our product submission (@scrimfinance) for the @NEARProtocol hackathon
see you soon π
MajorLabs retweeted
Crypto Twitter is full of price calls like "SUI hits $1 this week, I'm 90% sure," but nobody ever goes back to check who turned out right, so the most confident voices get followed whether they're accurate or not
We built Proven to keep an honest record of those calls
You log a price call for $SUI, $SOL, BTC or $ETH with how confident you are, either your own or one from someone you follow, and you can paste their post from X so Proven fills the call in for you
Every call is saved to @WalrusProtocol Memory on @SuiNetwork mainnet before the deadline, so it can never be edited or deleted later
When the deadline passes, @tatum_io's price data checks the real price at that exact minute, the result is written back to Walrus, and each person's trust score updates based on how often they were right and how honest they were about their confidence
You can then ask who to trust on any open call and see two answers side by side: one without memory, where the most confident voice wins, and one with memory, where the track record decides
It also tells you how confident you should really be before you make your own call
Try it: proven-ten.vercel.app
Repo: github.com/datwebguy/proven
Blog: github.com/datwebguy/proven/β¦
Built with @WalrusProtocol and @tatum_io
#TotalRecall #BuildOnSui
It's time to remember.
Total Recall is open for building.
tatum.io/hackathon/total-recβ¦
You have three weeks to ship during the #hackathon:
π§ Walrus Memory on Mainnet
β‘ Tatum to help you build and ship
π° $4,500 in prizes
MajorLabs retweeted
A prediction market shows you a price but never tells you why, so you either trust the number or open ten tabs to work out whether it makes sense
So we built @thecluemarket to put the why right next to the price, and here is what you can do on it today:
With Clue,
-> you can ask any question, even one with no market, and Clue, powered by @near_ai, searches the web and brings back the evidence for and against with sources, so you see both sides before you decide anything, and right beside it you get live prices, charts and odds from real Polymarket markets.
-> once you've made up your mind you can write your call in a private forecast journal, with your probability, your reasons and what would change your mind, and only you can see it, so later you can come back and check whether you were right
-> when you're sure you can buy "Yes or No" on the same page, with @Polymarket's liquidity behind every trade, and see exactly what you pay and what you get before you confirm
-> and if you need to add money, you can send $NEAR or coins from other chains and have them swapped into your trading account through @near_intents, without hopping between apps
We also have the Portfolio part which keeps track of every of your position with its profit or loss
And it lets you claim your winnings when a market you called ends, cancel open orders, and withdraw your cash as USDC to your own wallet on Base, Ethereum, Arbitrum, Optimism or Polygon
And when you're proud of a call you can turn it into a card and share it here on X
You'll get to see full update soon, and thanks to @Datweb3guy and team at @themajorlabs for working with me to making this possble
Our full submission for the @NEARProtocol hackathon inspired by @ilblackdragon
We are almost through with our product for the @NEARProtocol hackathon as we build @thecluemarket
Full update soon
#NEARHACKATHON
MajorLabs retweeted
Scrim is almost ready for the @NEARProtocol Hackathon, and before we submit we would really appreciate your feedback.
It's a money app where you decide what the world sees.
Keep your balance private with @near_intents, pay anyone on any chain, swap, get paid with a link, or sell to people and AI agents
You can sign in with a wallet, or just your Google or email as we already integrated @privy_io
The part we care more about is the agentic part. You give an AI its own key and limits, and it can only spend inside them. Agents can also get their own wallet, secured by @out_layer
We also attacked our own agent with a model from @near_ai that has no refusals. It tried to pay 6 times, and our limits stopped all 6
Try it at scrim.exchange and tell us: what confused you, what felt missing, what would make you actually use it?
MajorLabs retweeted
New on SCRiM:
you can now sign in to SCRiM with your email or Google
all you need to do is..
--> visit the SCRiM playform -> scrim.exchange
--> input your email, enter the code you got from your mail, and your wallet is ready and created for you
you can now then...
-> pay anyone on any chain
-> receive from any chain
-> keep your balance private when you choose
-> and let your AI agent pay within limits you set
try SCRiM on @NEARProtocol today
built for the #NEARHackathon
MajorLabs retweeted
yes!
another day to use SCRiM
π€
over 15 distinct wallet accounts that have successfully signed in to the current platform: 13 on mainnet and 2 on testnet
exploring networks like @solana
also, with over 19 transfer records marked successful π
hse SCRiM today
another day to explore @scrimfinance on @NEARProtocol
SCRiM has recorded 15 distinct wallet accounts that have successfully signed in to the current platform: 13 on mainnet and 2 on testnet
impressive run ->
MajorLabs retweeted
Another milestone for SCRiM
We're now officially listed on @orynth
We're building a new way to move money across chains
-> send, swap, get paid, and make private transactions, all while keeping control of your assets
From multichain payments to shared accounts and AI agents that can transact within rules you set, we're pushing toward a future where your money works on your terms in full privacy
Built on @NEARProtocol, with full @near_intents, @near_ai, @out_layer integrations
Check us out on Orynth π
orynth.dev/projects/scrim
We're just getting started π
Building for the #NEARHackathon alongside other @NearBuilders
MajorLabs retweeted
SCRiM is now live on the @NearBuilders platform
Users can now explore cross-chain payments, swap assets, get paid, make private transactions, manage shared accounts, and let AI agents transact within predefined limits
One platform -> Multiple chains -> Your money, your rules
Explore: nearbuilders.org/projects/idβ¦
SCRiM App: scrim.exchange
Built on @NEARProtocol for the #NEARHackathon
MajorLabs retweeted
the @scrimfinance domain is now live and public!
-> scrim.exchange
we're building on @NEARProtocol with integrations for @near_intents, @near_ai and @out_layer
we'll share a full showcase and more details soon as we did yesterday
-> we also have a surprise campaign coming up, and no, it's not an airdrop π
as we continue building for the #NEARHackathon, follow @scrimfinance to stay updated
build on $NEAR
also, thanks to @ilblackdragon and the team for giving builders the opportunity to build on Near
MajorLabs retweeted
Building something with the @themajorlabs team for the @NEARProtocol hackathon
Full-Stack details soon